Pith Number

pith:FK7UVWJZ

pith:2020:FK7UVWJZASMGVRODOKXV4DTWLU

not attested not anchored not stored refs pending

Evaluation of Neural Architectures Trained with Square Loss vs Cross-Entropy in Classification Tasks

Like Hui, Mikhail Belkin

arxiv:2006.07322 v5 · 2020-06-12 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FK7UVWJZASMGVRODOKXV4DTWLU}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

4 papers in Pith

Alternate loss functions and regression models that achieve robustness to outliers by modulating the learning rate

Robustness of neural networks to random noise perturbations of their inputs

Generative Cross-Entropy: A Strictly Proper Loss for Data-Efficient Classification

Receipt and verification

First computed	2026-07-05T03:24:54.718562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2abf4ad93904986ac5c372af5e0e765d31928a91304d02f66ee875631cbb19c3

Aliases

arxiv: 2006.07322 · arxiv_version: 2006.07322v5 · doi: 10.48550/arxiv.2006.07322 · pith_short_12: FK7UVWJZASMG · pith_short_16: FK7UVWJZASMGVROD · pith_short_8: FK7UVWJZ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/FK7UVWJZASMGVRODOKXV4DTWLU \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2abf4ad93904986ac5c372af5e0e765d31928a91304d02f66ee875631cbb19c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dfc1def78f745629c35d5b323cef35915e2baf25c83011d6de98153ad759d84",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-12T17:00:49Z",
    "title_canon_sha256": "0be3c89ef24f4e65b48f539d8d51da484705f64b6a0c4a68d7ff28e5ed5a97d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.07322",
    "kind": "arxiv",
    "version": 5
  }
}